Pelahatchie Bay is a bay located in Rankin County, Mississippi. It appears on the Madison USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 292.55 feet (89.17 m) above sea level. The nearest populated place is Audubon Point, approximately 0.6 miles to the S.